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Demographic Data and Social Spatial Justice:
Uses, Methods and Possibilities
Ranu Basu Department of Geography &
York Centre for Education and Community (YCEC)
March 6th, 2012
Towards the Use of Demographic Data for Educational Equity Workshop
Agenda towards Social Spatial Justice in Education
• demographic data especially in a heterogeneous society is complex and often necessitates going beyond schools and into the community;
• local data is often abstract data but becomes more meaningful with experiential data (i.e. principals, teachers, parents);
• reflexivity about the underlying processes and structural barriers is crucial to contextualize results;
• critical data analysis fosters social justice and leads to
transformative change.
TorontoStar, Feb 16th, 2012. A22
Dangerous Causalities…
Source: Toronto Star, 2009
REPRESENTATIONS OF SPACE: STIGMATIZE, CONTAIN, LABEL NEIGHBOURHOODS
Access and Equity • Social Capital and Civic Agency in Schools:
school closures and performance Basu, R. (2004) ‘A Flyvbjergian perspective of Public Elementary School Closures in Toronto: A
Question of ‘Rationality’ or ‘Power’? in Environment and Planning: C, Government and Policy, Volume 22: 423-251
Basu, R. (2005) ‘Geo-surveillance through the Mapping of ‘Test’ Results: An Ethical Dilemma or Public Policy Solution?’ in ACME An International E-journal for Critical Geographies, Volume 3(2): 87-111.
• ‘Integration’ through Diversity Basu, R. (2011) 'Multiculturalism through Multilingualism in Schools: Emerging Places of
'Integration' in Toronto', in the Annals of the Association of American Geographers, Vol. 101, Issue 6, pp. 1307-1330.
Problématique: Rationale for School Closures
Objectives
• Provide a conceptual framework to measure conditions conducive for social capital formation within neighbourhood schools [DATA A]
• Examine how social capital varies by the underlying neighbourhood structure [DATA B]
• Note its relationship with school closure decisions + performance
TOTPOP Total PopulationPROPAPT Total Apartments/Total number of DwellingsPROPSD Total Single Detached Homes/Total number of Dwellings
PROPLP Total Number of Lone Parents/Total number of DwellingsPROPSEN Total Seniors (over 65 years of age)/Total Population
PRRECIMM Total number of Recent Immigrants (1991-1996)/Total PopulationPRNCNCIT Total Non Canadian Citizens/Total PopulationPRVISMIN. Total Visible Minorities/Total Population
PROV25UN. Unemployed Population 25 years and over/Population 25 years and overPR15CHUN. Unemployed Population 15 years and over with children/ Total population over 15
PRTIMECC. Population spending over 30 hours on unpaid childcare/Total population over 15PRTIMESC. Population spending 5-10 hours a week on unpaid senior care/Total population over 15
PRLOWEDU. Population without Secondary School Certificate/Total population over 15HIGHEDU. Total Population with a Bachelor's Degree or Higher/Total population over 15
PRMOVERS. Total Movers/Total PopulationPREXTMIG. External Migrants/Total Migrants
INHHLWGT Average Household IncomeAVDWVLWG Average Value of Dwelling
PROPRENT Total Renters/Total DwellingsRNTOV30P Population paying over 30% of Income in Rent PaymentsOWNOV30P Population paying over 30% of Income in Mortgage PaymentsPRDWMJRP Dwellings in need of Major Repairs/Total Dwellings
DATA B: CENSUS (Adv/Dis)
Aggregating EA data to the School District Level
SD Boundary
EA Boundary
EA Centroid
SOCIAL CAPITAL: Putnam’s Indicators:
EDUCATION: Epstein’s framework:
•1 Basic Obligation of Families
•2 Basic Obligation of Schools
•3 Involvement at School
•4 Involvement in Learning activities at home
•5 Involvement in Governance and Advocacy
•6 Collaboration with Community Organizations.
Institutional Performance Indicators- 12 variables
Local Government Performance Indicators-15 variables
Traditions of Civic Involvement (1860-1920)- 5 variables
•1 Electoral turnout, 1919-1921
•2 Local Associations founded before 1860
•3 Strength of Socialist and Popular Parties, 1919-1921
•1 Day care centers
•2 Family Clinics
•3 Local health unit spending
•1 Communal sports facilities implem.
•2 Communal libraries implementation
•3 Trash Collection Implementation
Parent-School Cooperation -
6 groups
Civic Capacities within Schools – Spatial Framework
Intramural Parental Neighbourhood Community Extrinsic
Sh1 Sh2 Ps1 Ps2 Ps3 Psg Ns1 Ns2 Ns3 Es1 Es2 Es3
Data A: from the schools – local knowledge
Intramural
Home Promoted Activities Seamless Day
French
Homework Clubs
Music/Dance
International Language Classes
Sport Teams
Family Literacy
Parenting Centres
Early Literacy Programs
Family Services, Shelters
7 categories
Block Parents
8 categories
Sh1 Sh2
Parent Involvement
Ongoing Occasional Fundraising Governance
classroom
library
office
Lunchroom, breakfast, snack
Sporting events
Field Trips
Special Events
bbqs
Music
Projects
lunches
funfair
Contribute resources
Sports
17 categories 9 categories 11 categories 3 categories
No.of Council Members
Sales
Ps1 Ps2 Ps3 Psg
Core Volunteers
Peripheral Vol.
Neighbourhood Involvement
Locales
School as Comm.Cetre
High School Students
Intergenerational Activities
Salvation Army
Environmental Comm.
Residents/Social Services Business Links
Local Businesses
Grocery Stores
Banks
Restaurants
Walmart
Child care Centre
Library
Community Centre
Hospital
Church
11 categories 29 categories 41 categories
Ns1 Ns2 Ns3
Extrinsic Involvement
Collaborations
Adult ESL
Reception for New Immigrants African Heritage Month
Easter Seal: Disabilities
HEADS: head start
Settlement Transitions Political Organizations
Ward Meetings
Local Pol.Action
Govt. Representative
Clothing exchange
Charity
Food Bank-Drive
Activities with other Elementary Schools
Kids-help
9 categories 14 categories 5 categories
Ministry
Neighbourhood Ass
Es1 Es2 Es3
Empirical I
MULTIPLE REGRESSIONS (11) : Civic Agency (f) Neighbourhood Structure Ps1 ƒ (totpop, prrecimm, prlowedu……..)
Ps2 ƒ….. (totpop, prrecimm, prlowedu……..)
Ps3 ƒ….. (totpop, prrecimm, prlowedu……..)
Sh1 ƒ….. (totpop, prrecimm, prlowedu……..)
Sh2 ƒ….. (totpop, prrecimm, prlowedu……..)
Ns1 ƒ….. (totpop, prrecimm, prlowedu……..)
Es1 ƒ….. (totpop, prrecimm, prlowedu……..)
Es2 ƒ….. (totpop, prrecimm, prlowedu……..)
Variations in Civic Participation by Neighbourhood Structure
• Neighbourhood Density does matter- in general, higher densities less likely to be involved ($- costlier to operate; also free rider problem-Olson); with the exception of fundraising activities ($$)
• Parental activities in schools more likely to attract those with high education levels and less likely to attract those with low education levels and low income (e.g. dwellings in need of major repair used as proxy)- Bondi, Rose, Delhi and Ianuario.
• Low income renters (renters with affordability problems) are well rooted in their local places. In Toronto, due to shortage of affordable housing, renters are less likely to move. Transaction cost = Owners.
• Extrinsic activities and School Based Activities well used by many marginal groups (e.g.unemployed with children; renters with affordability problems; visible minorities; non Canadian Citizens).
• Most vulnerable groups- recent immigrants and neighbourhoods with low education levels.
Performance and School Based Social Capital
• Schools with greater fundraising activities (Ps3) are also schools where the reading, writing and math performances are above provincial standards. Increased fundraising often translates into greater resources in the classroom.
• Schools with links to more locales (Ns1: child care centres, libraries, community centres) are more likely to perform above the provincial standards in all areas. This again suggests that resource rich schools are able to offer conditions more conducive for academic performances.
• Schools which offer (Sh1) support services (parenting centres, shelters, family literacy) continue to be vulnerable.
Empirical II
Logistic Regression Examining: SchCl98 = ƒ (Rationality and Power)
Efficiency Variables used to Rationalize School Closures AGE Age of the school COUNTALL Presence of other schools in the school district COUNTELM Presence of other elementary schools ENRO Enrolment levels CAP Capacity relative to enrolment
Underlying Latent Power and Organization Structure PS1 Sum of activities related to regular parental involvement Ps2 Sum of activities related to occasional parental involvement Ps3 Sum of all fundraising activities Ns1 Sum of all links to ‘locales’ Ns2 Sum of all the presence of outside/community involvement Ns3 Sum of all presence of business involvement Es1 Sum of all collaboration with other schools Es2 Sum of all settlement transitions Es3 Sum of all links to political organizations Sh1 Sum of all activities at home promoted by schools Sh2 Sum of all seamless day programs
Impact of School Closures on Neighbourhood based Social Capital
• Less Likely to Close
• Ps1: Ongoing Involvement**
• Ps3:Fundraising Act.
• Ns2: Links with Comm.Organizations
• Ns3: Links with Business
• More Likely to Close
• Es2:Settlement **
• Ps2: Occasional Inv.
• Ns1: Locales Present
• Sh1:At Home Support
• Sh2:Seamless Day Prg
• Es1:Collaborations
• Es3:Political Orgs.
How have schools maintained/redefined (or not) their roles as ‘sites of integration’? How are the geographies of these spaces constructed, fostered and transformed in Toronto public elementary schools?
‘Integration’ through Diversity
HL HL
HL
ESL
Unidirectional: Traditional Integration Model
Reciprocal: Inclusive Integration Model
Multifarious: Multilingual Integration Model
ESL Dominance of one language English (ESL) [dwindling of resources & eligibility] Learner [immigrant]
Dominance of one language, acceptance of another English (ESL) + Heritage Language Learner Learner [immigrant, single-ethnicity]
No dominance of any language English (ESL) + Heritage Language 1 + Heritage Language 2 + or Other Learner [immigrant or other]
ESL
HL
HL
Conceptualizing Spaces of ‘Integration’ through Multilingualism
Combining Multiple Data Sources
• Census
• Pamphlets and Brochures
• Ministry of Education
• Web sites
• Interviews
Rank Language Both_sum TDSB TCDSB Rank Language Both_sum TDSB TCDSB 1 CANTONESE 79 73 6 2 SPANISH 54 40 14 30 PERSIAN 3 3 0 3 MANDARIN 48 43 5 31 FARSI 3 3 0
4 ITALIAN 48 4 44 32 AMHARIC –Eth 3 3 0
5 TAMIL 46 43 3 33 TWI (Ghana) 2 1 1 6 PORTUGUESE 30 12 18 34 JAPANESE 2 2 0 7 VIETNAMESE 23 20 3 35 TIBETAN 1 1 0 8 ARABIC 22 19 3 36 SWEDISH 1 1 0 9 URDU 17 17 0 37 SWAHILI 1 1 0
10 GREEK 16 16 0 38 SINHALESE 1 1 0
11 KOREAN 13 13 0 39 PASHUTO –Rus 1 1 0
12 POLISH 11 2 9 40 OJIBWE 1 1 0 13 BENGALI 11 11 0 41 NEPALESE 1 1 0 14 BLACK_CULT 10 10 0 42 MARATHI 1 1 0 15 PUNJABI 9 9 0 43 MALTESE 1 0 1 16 SOMALI 8 8 0 44 MALAYALAM 1 0 1 17 DARI –Afghani 8 8 0 45 MACEDONIAN 1 1 0 18 SERBIAN 7 7 0 46 LITHUANIAN 1 0 1 19 GUJARATI 6 6 0 47 LAO –Thai 1 1 0 20 TURKISH 5 5 0 48 GREEK_CYPR 1 1 0 21 RUSSIAN 5 5 0 49 FINNISH 1 1 0 22 PILIPINO 5 0 5 50 EWE- Niger 1 1 0 23 ALBANIAN 5 5 0 51 EGYPTIAN 1 0 1 24 UKRAINIAN 4 1 3 52 CZECH 1 1 0 25 ROMANIAN 4 4 0 53 CROATIAN 1 0 1 26 HINDI 4 4 0 54 ARMENEAN 1 0 1 27 GERMAN 4 4 0 55 YIDDISH 0 0 church 28 BULGARIAN 4 4 0 56 HUNGARIAN 0 0 church 29 HEBREW 3 3 0 57 CHALDEAN 0 0 church
Many of the languages offered correspond to the top 20 linguistic group of refugee intake countries [Source: Multiple]
TCDSB 10 Languages
11 Languages - Spanish (40,14) - Cantonese (73,6) - Mandarin (43,5) - Italian (4,44) - Tamil (43,3) - Portuguese (12,18) - Vietnamese (20,3) - Arabic (19,3) - Polish (2,9) - Ukrainian (1,3) - Twi (1,1)
Total= 57 Languages (TDSB, TCDSB)
TDSB 36 Languages
Spaces of Integrative-Multiplicity
Type
ESL
Heritage/international Frequency
Percent
4 Medium Non 325 56.42 Unidirectional
5 Medium Medium 142 24.65 Multifarious
6 Medium High 68 11.81 Multifarious
7 High Non 14 2.43 Unidirectional
9 High High
10 1.74 High Multifarious
1 Non Non 8 1.39 None
8 High Medium 7 1.22 Multifarious
2 Non Medium 2 0.35 reciprocal
3 Non High 0 0.00 reciprocal
Re-imagining Spaces of Diversity……